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Added 18 hours ago
A
Technology - Senior Engineer/Engineer, Cybersecurity
Aritzia
Vancouver, BC
- Full-time
…the business to operate and innovate securely. As the Senior Engineer/Engineer, Cybersecurity, you will engineer, implement, automate, and continuously improve security across enterprise…
Added 19 hours ago
ST
Powertrain Design Release Engineer (Engine & Propulsion Systems)
SEGULA Technologies
Windsor, ON
- Full-time
Design, develop, validate, and release propulsion system components.
Added 19 hours ago
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Electrical, Instrumentation & Controls Engineer
TransAlta
Hanna, AB
- Full-time
TransAlta is seeking a talented and experienced Electrical, Instrumentation and Controls Engineer to join our engineering team.
Added 19 hours ago
HA
Senior Engineer – Airworthiness & Certification
Horizon Aircraft
Kawartha Lakes, ON · Lindsay, ON
- Full-time
…building a hybrid-electric eVTOL aircraft, and we are taking our design from demonstrator to certified aircraft. Few engineers get to say they helped bring a new kind of aircraft into the…
Added 19 hours ago
HA
Capability Development Analyst (Engineer)
Horizon Aircraft
Kawartha Lakes, ON · Lindsay, ON
- Full-time
…building a hybrid-electric eVTOL aircraft, and we are taking our design from demonstrator to certified aircraft. Few engineers get to say they helped bring a new kind of aircraft into the…
Added 19 hours ago
AS
Databricks Data Engineer
Apex Systems
Toronto, ON
- $50 to $55 USD / hour
- Full-time
Apex Systems is seeking a Databricks Data Engineer in Toronto, ON to support a large-scale data migration and centralization initiative into an enterprise Databricks data hub. This Engineer…
Added 19 hours ago
S
Global Methods Engineer - Machining
Safran
Mirabel, QC
- Full-time
Design, maintain, and optimize dematerialized manufacturing ranges, inspection drawings, and associated monitoring plans for existing and new products.
Added 19 hours ago
IO
Property Project Management Engineer
Imperial Oil
AB · Greater Edmonton Metropolitan Area
- Full-time
The Property Project Management Engineer - Advanced is responsible for providing project management leadership for assigned medium-sized property projects (building renovations,…
Added 19 hours ago
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Software Engineer Co-op
Xradar
Burnaby, BC
- Full-time
As Xradar's Software Engineer Co-op, you will be part of the R&D team and help build software for our NDT devices. Our applications bring hardware and software together, turning complex…
Added 19 hours ago
M
IT Cyber Security Consultant -L3
Microserve
BC · British Columbia, Canada
- Contract
Support the design, implementation, and continuous improvement of secure software development lifecycle (SDLC) practices, including application security testing, threat modeling,…
Added 19 hours ago
C
Agentic AI Architect
CGI
Toronto, ON
- Full-time
…responsibilities, rather than focusing solely on high‑level design. The position involves delivering rapid proofs of value for clients under tight timelines, followed by leading full-scale…
Added 19 hours ago
T
Data Engineer Intern/Co-op (Winter 2027)
TD
Toronto, ON
- Full-time
…(Data-as-a-service or DaaS). Job responsibilities for a Data Engineer Intern/Co-op may vary by area. They may include, but are not limited to the…
Added 19 hours ago
Mechanical Project Engineer
Domtar Products
Port Mellon, BC
The Howe Sound Mill, located on the Sunshine Coast of British Columbia is seeking talent to fill the position of Mechanical Project Engineer.
Added 20 hours ago
A
Ingénieur Qualité Fournisseurs / Supplier Quality Engineer
Actalent
MB · Saint-Laurent, MB
- $40 to $60 CAD / hour
- Contract
We are seeking a Quality Assurance Engineer who will be responsible for evaluating and managing supplier quality systems. The role involves maintaining and improving processes for the…
Added 20 hours ago
HR
Data & Business Intelligence (BI) Analyst
Hopewell Residential
Calgary, AB
- Full-time
…and wants through operational excellence, thoughtful product design and customer service excellence. With our collaborative, thoughtful, efficient, and accountable approach, alongside our…
Added 20 hours ago
TR
Forward Deployed Engineer
Trexo Robotics
Remote, Canada
- $100,000 to $125,000 CAD / year
- Full-time
- Remote
We're looking for a Forward Deployed Engineer to work directly with our teams, uncover real operational bottlenecks, and build the automations, AI agents, dashboards, and tools that solve…
Added 20 hours ago
S
Firmware Engineer
Solidigm
Vancouver, BC
- Full-time
…golden opportunity for the right applicant to join us and help design, build, and lead Solidigm. We want a diverse team of dedicated professionals who will not just be Solidigm team members…
Added 20 hours ago
AE
Electrical Engineer
Acero Engineering
Calgary, AB
- $40 to $50 CAD / hour
- Full-time
…enthusiastic individual to fill one role as an Intermediate Electrical…
Added 20 hours ago
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Sr Process Specialist/Engineer
LNG Canada
Calgary, AB
- Full-time
Added 20 hours ago
R
Software Developer
Raise
Calgary, AB
- Full-time
…building, optimizing, and securing our API ecosystem. You will design, code, test, and integrate critical digital solutions that enable seamless API product adoption, enhance system…
Added 20 hours ago
AI
Senior Power Platform Engineer
Aptino, Inc.
Quebec, QC
- Contract
We are looking for an experienced Senior Microsoft Power Platform Engineer with expertise in Power Apps, Power Automate, AI Builder, Copilot Studio, Dynamics 365, and Azure AI technologies.
Added 20 hours ago
PI
Senior Software Engineer, Accounts
PENN Interactive
Canada
- Full-time
Design, scale, and performance-tune REST APIs, low-latency gRPC services, and SQL queries powering player registration and authentication (OAuth2, MFA, biometrics), identity verification,…
Added 20 hours ago
DC
Senior Mechanical Engineer
Danaher Corporation
Concord, ON · CAN - Concord - AB Sciex LP
- $111,000 to $135,000 CAD / year
- Full-time
The Senior Mechanical Designer is a prominent individual contributor responsible for the design, development, and integration of electromechanical systems and subsystems for advanced…
Added 20 hours ago
ST
Aircraft Loads Engineer
Sapsol Technologies Inc
Remote, Canada
- Contract
- Remote
…range of operating conditions. The role is well suited to an engineer who enjoys technically demanding analysis, model-based problem solving, and contributing to engineering outcomes that…
Added 20 hours ago
SE
Mine Planning Engineer
Suncor Energy
Fort McMurray, AB · Fort Hills
- Full-time
Join our team as a Mine Engineer and play a key role in shaping short-range mine plans that drive safe, efficient, and compliant operations, from design and scheduling to tailings planning…

Apex Systems

Databricks Data Engineer

Toronto, ON, Canada

$50 to $55 USD / hour · Full-time

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Job details

Pay: $50 to $55 USD / hour
Job type: Full-time
Apply by: Nov 27, 2026
Posting language: English
Posted: Oct 28, 2026

Original job description

Job#: 3057559

Job Description:

Databricks Data Engineer

Overview:

Apex Systems is seeking a Databricks Data Engineer in Toronto, ON to support a large-scale data migration and centralization initiative into an enterprise Databricks data hub. This Engineer will focus on building data pipelines, ingesting and transforming data from multiple source systems, and developing Bronze/Silver/Gold layers within a medallion architecture, while also supporting the migration of existing workloads from Hive Metastore to Unity Catalog.

A successful candidate will bring strong hands-on Databricks data engineering experience, including SQL, Python/PySpark, data migration and ETL development, with experience working in Azure Data Factory and Unity Catalog environments.

Responsibilities:

Design, develop, enhance, and maintain data pipelines within the Databricks platform.
Build and support data processing across Bronze, Silver, and Gold layers following medallion architecture practices.
Support the migration of existing jobs and workloads from Hive Metastore to Unity Catalog.
Ingest, transform, and migrate data from multiple enterprise sources, including Db2, SQL Server, structured data feeds, card networks, and file-based sources.
Develop data transformations using SQL, Python, and PySpark.
Build curated datasets, materialized/metric views, and downstream data feeds to support data consumers.
Support Azure Data Factory (ADF) pipelines and integrations as needed as part of the broader data migration environment.
Troubleshoot pipeline failures, data issues, transformation logic, and other technical problems encountered during migration.
Assist with transitioning users and workloads into the Unity Catalog environment, including supporting appropriate data access.
Partner with the team’s Data Architect, who will own the underlying data modeling and architecture decisions.
Collaborate with downstream teams responsible for BI and data consumption while remaining primarily focused on data engineering and migration.
Participate in the assessment and migration of existing workloads as the team identifies current jobs, users, dependencies, and data that must transition to the new environment.

Requirements:

Strong hands-on experience working as a Databricks Data Engineer or in a comparable data engineering role.
Strong experience designing, developing, and maintaining ETL/ELT and data ingestion pipelines.
Hands-on experience building data pipelines using a Bronze/Silver/Gold medallion architecture.
Strong development skills with SQL.
Hands-on development experience with Python and PySpark.
Experience migrating and transforming data from relational and/or file-based source systems.
Hands-on experience with Azure Data Factory (ADF) for data movement, integration, and/or pipeline orchestration.
Experience working with SQL Server or similar relational database technologies as upstream data sources.
Understanding of Databricks tables, objects, and data engineering workflows.
Strong troubleshooting and problem-solving skills, particularly around real-world data migration and ETL scenarios.
Ability to work effectively within a larger engineering environment where architecture, data engineering, ADF, and BI responsibilities may be distributed across different teams.

Nice to Have:

Hands-on experience with Databricks Unity Catalog, including working with Unity Catalog objects, tables, and access controls.
Previous experience migrating workloads from Hive Metastore to Unity Catalog.
Experience with DB2 or other legacy/enterprise data sources.
Experience within highly regulated environments where data governance, security, and retention requirements are important.
Databricks certifications, such as Databricks Certified Data Engineer or Databricks Certified Developer for Apache Spark.

Everforth Apex is a world-class IT services company that serves thousands of clients across the globe. When you join Everforth Apex, you become part of a team that values innovation, collaboration, and continuous learning. We offer quality career resources, training, certifications, development opportunities, and a comprehensive benefits package. Our commitment to excellence is reflected in many awards, including ClearlyRateds Best of Staffing® in Talent Satisfaction in the United States and Great Place to Work® in the United Kingdom and Mexico.

Everforth Apex Benefits Overview: In terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA.

© 2026 Everforth, Inc. All rights reserved.

Everforth Apex Systems is part of the Commercial Segment of Everforth, Inc.

NYSE: EFOR

4400 Cox Road

Suite 200

Glen Allen, Virginia 23060

Everforth Apex is an equal opportunity employer. We do not discriminate or allow discrimination on the basis of race, color, religion, creed, sex (including pregnancy, childbirth, breastfeeding, or related medical conditions), age, sexual orientation, gender identity, national origin, ancestry, citizenship, genetic information, registered domestic partner status, marital status, disability, status as a crime victim, protected veteran status, political affiliation, union membership, or any other characteristic protected by law. Everforth Apex will consider qualified applicants with criminal histories in a manner consistent with the requirements of applicable law. If you have visited our website in search of information on employment opportunities or to apply for a position, and you require an accommodation in using our website for a search or application, please contact our Benefits Department at [email protected] or 804-523-8228. (Do not submit resumes or solicit consultants to this email address). UnitedHealthcare creates and publishes the Transparency in Coverage Machine-Readable Files on behalf of Everforth Apex.

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More about this job

Responsibilities

Develop and maintain Databricks data pipelines, ingest and transform data from enterprise sources, and build Bronze, Silver, and Gold layers and curated datasets. Support workload migration from Hive Metastore to Unity Catalog, troubleshoot migration and data issues, and coordinate with architecture, ADF, and downstream BI teams.

Requirements

Candidates need hands-on data engineering experience with Databricks, ETL/ELT pipelines, medallion architecture, SQL, Python/PySpark, and Azure Data Factory. Experience migrating and transforming relational or file-based data, working with SQL Server or similar databases, and troubleshooting data workflows is required; Unity Catalog and Hive Metastore migration experience are preferred.

Skills

Databricks
SQL
Python
PySpark
ETL/ELT
Data Pipeline Development
Medallion Architecture
Azure Data Factory
Unity Catalog
Hive Metastore Migration
Data Ingestion
Data Transformation
SQL Server
DB2
Data Troubleshooting

Benefits

On-Demand Training
Technical and Leadership Courses
Certification Discounts

Visa sponsorship

Not detected in the job text

Keywords

Databricks
SQL
Python
PySpark
Azure Data Factory
Unity Catalog
Hive Metastore
ETL/ELT
Data Engineering
Data Pipelines
Data Ingestion
Data Migration
Data Transformation
Medallion Architecture
Bronze Layer
Silver Layer
Gold Layer
SQL Server
DB2
Relational Databases
File-Based Data Sources
Materialized Views
Metric Views
Data Governance
Data Access Controls
Apache Spark
Databricks Certified Data Engineer
Databricks Certified Developer for Apache Spark

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